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Brain-Inspired Computing and Credit Assignment

School of Computing, Australian National University |

February 2023 – June 2023

Duration
2023.2 - 2023.6
Supervisor
Zara Hassan
Tags
#deep learning
#Neuromorphic
#computational neuroscience

In this project, I conducted a literature review on brain-inspired computing, focusing on biologically plausible learning and the credit assignment problem in deep and recurrent networks. I examined the limitations of existing learning paradigms for brain-inspired and neuromorphic systems, with particular emphasis on the challenge of achieving biologically grounded and energy-efficient computation. By synthesizing ideas from neuroscience, machine learning, and computer architecture, I developed a research proposal for new approaches to credit assignment in brain-inspired computing.